An automatic in-home fall detection system using Doppler radar signatures

被引:16
|
作者
Liu, Liang [1 ]
Popescu, Mihail [2 ]
Skubic, Marjorie [1 ]
Rantz, Marilyn [3 ]
Cuddihy, Paul [4 ]
机构
[1] Univ Missouri, Dept Elect & Comp Engn, Columbia, MO 65211 USA
[2] Univ Missouri, Dept Hlth Management & Informat, Columbia, MO USA
[3] Univ Missouri, Sinclair Sch Nursing, Columbia, MO USA
[4] Gen Elect Global Res, Niskayuna, NY USA
关键词
Doppler radar; eldercare; fall detection; MFCC;
D O I
10.3233/AIS-160388
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One in three elders over the age of 65 falls each year in the United States. This paper describes a non-invasive fall detection system based on a Doppler radar sensor. The developed system has been tested in two environments: laboratory and real senior living apartments. While some laboratory results appeared in our previous papers, the main novelty of this paper consists in the deployment of our fall detection system in six apartments from TigerPlace (a senior living facility in Columbia, Missouri). The fall detection results obtained in our laboratory were excellent, with the radar placed on the ceiling performing better than on the floor. The fall detection system was then evaluated using radar data collected over two weeks in six TigerPlace apartments. The fall detection system successfully detected all six natural senior falls in an apartment for the examined one week.
引用
收藏
页码:453 / 466
页数:14
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